Title :
Call admission control for CDMA cellular networks using adaptive critic designs
Author :
Zhang, Yi ; Liu, Derong
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Chicago, IL, USA
Abstract :
The present call admission control scheme for CDMA cellular networks is built upon the novel learning control architecture with only a single module instead of two or three modules in adaptive critic designs. The call admission controller will perform learning in real-time as well as in off-line environments and the controller will improve its performance as it gains more experience. Another important contribution in the present work is the choice of utility function for the present self-learning control approach which makes the present learning process much more efficient than existing learning control methods.
Keywords :
cellular radio; code division multiple access; dynamic programming; radio networks; telecommunication congestion control; unsupervised learning; CDMA cellular networks; adaptive critic designs; call admission controller; code division multiple access cellular networks; dynamic programming; learning control architecture; offline environments; self learning control; utility function;
Conference_Titel :
Intelligent Control. 2003 IEEE International Symposium on
Conference_Location :
Houston, TX, USA
Print_ISBN :
0-7803-7891-1
DOI :
10.1109/ISIC.2003.1254688